LAST SLIDE DECK QUEEN (read cathy thing) Flashcards
SORTING PEOPLE
Giving opportunities to some, denying them to
others
“O’Neil began to understand her work in data
science as about sorting people” –> slide
CRITICAL DECISION JUNCTURES
bureaucratic decisions that others
make about you
“Algorithms are used at critical decision
junctures”
Allocative harm of algorithms
When algorithms are used to make a decision about opportunities or resources, but unfairly or erroneously deny them to a certain group
- COMPAS risk assessment algorithm used in criminal sentencing
disparate impact
unintended discrimination
whether decision-making processes are fair
example: COMPAS produces disparate impact by relying on historical training data
examples of authority of inscrutable
Israni article: “When an algorithm sends you to
prison”
Representational harm
When algorithms reinforce subordination of a group
○ negative stereotyping
○ misrecognition
○ under-representation